{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a95868cb",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "311f69cb",
   "metadata": {},
   "outputs": [],
   "source": [
    "boy_data = pd.read_excel('./体测分数_男生.xls')\n",
    "girl_data = pd.read_excel('./体测分数_女生.xls')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "081310e3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "co = ['男1000米跑', '男引体']\n",
    "for c in co:\n",
    "    cut_data = pd.cut(boy_data[c],bins=3).value_counts()\n",
    "    plt.figure(figsize=(9,9))\n",
    "    plt.rcParams['font.family'] = 'Kaiti' # 全局设置\n",
    "    plt.rcParams['font.size'] = 18\n",
    "    _ = plt.pie(cut_data,\n",
    "                labels= cut_data.index,\n",
    "                autopct='%0.2f%%', # 显示百分比\n",
    "                explode = [0.15,0,0],# 突出某一部分\n",
    "                shadow=True)\n",
    "    _ = plt.title(label='                                '+c+'                            ',\n",
    "             weight='bold', color='white', backgroundcolor='#c5b783',pad=30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "22006c02",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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1Bv0TfZkFAADwTBzt9mMuWwkAALTFITcAANAwQQ8AAA0T9AAA0DBBDwAADRP0AADQMEEPAAANE/QAANAwQQ8AAA0T9AAA0DBBDwAADRP0AADQMEEPAAANE/QAANAwQQ8AAA0T9AAA0DBBDwAADRP0AADQMEEPAAANE/QAANAwQQ8AAA0T9AAA0LChfk+A/lm+fHm9+OKL+z0NAOAU+OIXv7i11rqi3/PgzBP0Z7GLL744a9eu7fc0AIBToJSysd9zoD8ccgMAAA0T9AAA0DBBDwAADRP0AADQMEEPAAANE/QAANAwQQ8AAA0T9AAA0DBBDwAADRP0AADQMEEPAAANE/QAANAwQQ8AAA0T9AAA0DBBDwAADRP0AADQMEEPAAANE/QAANAwQQ8AAA0T9AAA0DBBDwAADRvq9wSAqetj39rc7ylwCvzY5ef1ewoAnEbeoQcAgIYJegAAaJigBwCAhgl6AABomKAHAICGCXoAAGiYoAcAgIYJegAAaJigBwCAhgl6AABomKAHAICGCfopoJQys5RyaSllUb/nAgBAWwR9n5VSfiPJU0nWJ9laSvnPpZRZ4/bfXEpZW0oZKaXcW0q5dILnOOkYAACmJ0HfR6WUn0jyziRvT3Jtkn+f5JYk/6a7//ok9ySZleRtSWqSu3qC/6RjAACYvgR9f/12kj+stf5BrfWBWus7k/xNkh/p7n9Xkh1JXl5r/f0kr02yMMmt455jMmMAAJimBH2flFIGk/x6OkE+3sEko6WUJUleluT9tdZtSVJr3Zvkw0ne2H2Ok44BAGB6E/R9Ums9Umu9u9a6eWxbKeWqJD+Q5FNJrkjn7+e+noc+kM7hOZnkGAAApjFBPwWUUl5QSvnTJJ9P8tfpvGu/uLt7Q8/w4STLSymzJzmm93Pd2j2Bdu3w8PApmT8AAP0j6KeGJUmuSTI3yeEkM5KU7r6RnrH7u/cLJjnmGLXW99Ra19Ra16xYseLZzhsAgD4T9FNArfW+WusNSW5O8kNJ/u98N8pLz/Cxj2dNcgwAANOYoJ9Caq2fSfL/JXlTki3dzat6hi3v3u+e5BgAAKYxQd8npZTlpZTbSikre3ZtSzKUZF2SfUlu7Nl/XZJ9tdadkxwDAMA0Juj7Z1eS/zWdXwaV5OilLF+T5PO11oPpXO3mlrGTW0spM5K8OclnkmQyYwAAmN4EfZ90Y/x3kvxqKeVDpZRfSHJXksvS+YVTSXJbktVJPlJKeXWSj6ZzeM3t455qMmMAAJimhvo9gbPcf0rnkJlfSecXQX0pyQ/UWv8hSWqt95dS3prkT5K8IcloknfUWu8ce4LJjAEAYPoS9H1Ua61J/p/u7URjPlRKuTvJDUnW1VrXfy9jAACYngR9A2qtTyW5+9mOAQBg+nEMPQAANEzQAwBAwwQ9AAA0TNADAEDDBD0AADRM0AMAQMMEPQAANEzQAwBAwwQ9AAA0TNADAEDDBD0AADRM0AMAQMMEPQAANEzQAwBAwwQ9AAA0TNADAEDDBD0AADRM0AMAQMMEPQAANEzQAwBAwwQ9AAA0TNADAEDDBD0AADRM0AMAQMMEPQAANEzQAwBAwwQ9AAA0TNADAEDDBD0AADRM0AMAQMMEPQAANEzQAwBAwwQ9AAA0TNADAEDDBD0AADRM0AMAQMMEPQAANEzQAwBAwwQ9AAA0TNADAEDDBD0AADRM0AMAQMMEPQAANEzQAwBAwwQ9AAA0TNADAEDDBD0AADRM0AMAQMMEPQAANEzQAwBAwwQ9AAA0TNADAEDDBD0AADRM0AMAQMMEPQAANEzQAwBAwwQ9AAA0TNADAEDDBD0AADRM0AMAQMMEfR+VUgZKKf+ulLKplHKolPJoKeUXxu0/r5RSJ7j9ac/z3FxKWVtKGSml3FtKufTMfzUAAPTDUL8ncJb7rSS/meSOJJ9N8i+T/HEpZWut9b8mWZNkNMkt3fsx68f+UEq5Psk9SdYleVuSH01yVynlmlrrgTPxRQAA0D+Cvk9KKSuS/EaSX6u1/kF32weTbEjyr5KMBf2DtdY7nuap3pVkR5KX11q3lVLem07w35rk3aftCwAAYEpwyE3/zEvy20n+aGxDrXV/OjG+ortpTTrv3E+olLIkycuSvL/Wuq37HHuTfDjJG0/PtAEAmEoEfZ/UWjfUWn+31np4bFspZUaSq5N8vbtpTZLrSikbSyn7SimfK6W8ZtzTXJHO3+F9PU//QJJrJ/q8pZRbu8fbrx0eHj5lXw8AAP0h6KeWn0+yMMkdpZSLk6xMsjjJ7ekcnjMnyV+VUm7qjl/cvd/Q8zzDSZaXUmb3foJa63tqrWtqrWtWrFjRuxsAgMY4hn6KKKUsT+ck2b+ttX66lLIqnRNmb6+1bu+O+UCSbyT5tXQOxSndh4/0PN3+7v2CcX8GAGAa8g791HF7OsfV35oktdZNtdZ3jsV8d9vuJB9P8oruprFYLznW2MezTttsAQCYEgT9FFBKuTXJm5L8cq11/UmGjyRZ2j3efkt326qeMcu797tP3SwBAJiKBH2flVJenOQPk7yv1vqBcdt/upRy2wQPuTrJrlrroXSuPb8vyY09Y65Lsq/WuvP0zBoAgKlC0PdRKWV1kk8k+VqSX+rZvSjJr4z/ra+llJcm+eEkn0ySWuvBJJ9KcsvYCbDdd+7fnOQzp/0LAACg75wU218fTOea87+X5E2lHHMo/B3p/ObXe0spH0vnBNefSLI9ydvHjbstnctWfqSUcnuSX0znEJxfPu2zBwCg7wR9n5RSliV5SffDd/bur7WWUsrLk/xBkp9L59j5jyX5t7XWLePG3V9KeWuSP0nyhiSjSd5Ra73zNH8JQCM+9q3N/Z4Cp8CPXX5ev6cATFGCvk9qrU/l+KvT9I5Zl+S1k3iuD5VS7k5yQ5J1kzixFgCAaULQTxPd/yDc3e95AABwZjkpFgAAGiboAQCgYYIeAAAaJugBAKBhgh4AABom6AEAoGGCHgAAGiboAQCgYYIeAAAaJugBAKBhgh4AABom6AEAoGGCHgAAGiboAQCgYYIeAAAaJugBAKBhgh4AABom6AEAoGGCHgAAGiboAQCgYYIeAAAaJugBAKBhgh4AABom6AEAoGGCHgAAGiboAQCgYYIeAAAaJugBAKBhgh4AABom6AEAoGGCHgAAGiboAQCgYYIeAAAaJugBAKBhgh4AABom6AEAoGGCHgAAGiboAQCgYYIeAAAaJugBAKBhgh4AABom6AEAoGGCHgAAGiboAQCgYYIeAAAaJugBAKBhgh4AABom6AEAoGGCHgAAGiboAQCgYYIeAAAaJugBAKBhgh4AABom6AEAoGGCHgAAGiboAQCgYYIeAAAaJugBAKBhgh4AABom6PuolDJQSvl3pZRNpZRDpZRHSym/0DPm5lLK2lLKSCnl3lLKpRM8z0nHAAAwPQn6/vqt7u3TSX4xybokf1xK+YkkKaVcn+SeJLOSvC1JTXJXKWXW2BNMZgwAANOXoO+TUsqKJL+R5NdqrbfUWt+b5DVJnkjyr7rD3pVkR5KX11p/P8lrkyxMcuu4p5rMGAAApilB3z/zkvx2kj8a21Br3Z9kfZIVpZQlSV6W5P211m3d/XuTfDjJG5NkMmMAAJjeBH2f1Fo31Fp/t9Z6eGxbKWVGkquTfD3JFen8/dzX89AHklzb/fNkxgAAMI0J+qnl59M5XOaOJIu72zb0jBlOsryUMnuSY45RSrm1ewLt2uHh4VMzawAA+kbQTxGllOXpnCD7t7XWTycp3V0jPUP3d+8XTHLMMWqt76m1rqm1rlmxYsWznjcAAP0l6KeO29M5rn7sZNaxKC8948Y+njXJMQAATGOCfgoopdya5E1JfrnWur67eUv3flXP8OXd+92THAMAwDQm6PuslPLiJH+Y5H211g+M27Uuyb4kN/Y85Lok+2qtOyc5BgCAaUzQ91EpZXWSTyT5WpJfGr+v1nowyaeS3DJ2cmv3KjhvTvKZyY4BAGB6E/T99cEkK5J8NMmbSilvGbt199+WZHWSj5RSXt0dtyqd4+3zDMYAADBNDfV7AmerUsqyJC/pfvjOCYZ8qNZ6fynlrUn+JMkbkowmeUet9c6xQZMZAwDA9CXo+6TW+lSOvzrNROM+VEq5O8kNSdaNO2n2GY0BAGB6EvQN6Mb/3c92DAAA049j6AEAoGGCHgAAGiboAQCgYYIeAAAaJugBAKBhgh4AABom6AEAoGGCHgAAGiboAQCgYYIeAAAaJugBAKBhgh4AABom6AEAoGGCHgAAGiboAQCgYYIeAAAaJugBAKBhgh4AABom6AEAoGGCHgAAGiboAQCgYYIeAAAaJugBAKBhgh4AABom6AEAoGGCHgAAGiboAQCgYYIeAAAaJugBAKBhgh4AABom6AEAoGGCHgAAGiboAQCgYYIeAAAaJugBAKBhgh4AABom6AEAoGGCHgAAGiboAQCgYYIeAAAaJugBAKBhgh4AABom6AEAoGGCHgAAGiboAQCgYYIeAAAaJugBAKBhgh4AABom6AEAoGGCHgAAGiboAQCgYYIeAAAaJugBAKBhgh4AABom6AEAoGGCHgAAGiboAQCgYYIeAAAaJugBAKBhgh4AABom6KeAUsqKUsqmUsrNPdvPK6XUCW5/2jPu5lLK2lLKSCnl3lLKpWdy/gAA9M9QvydwtiulzEny50kunGD3miSjSW7p3o9ZP+7x1ye5J8m6JG9L8qNJ7iqlXFNrPXC65g0AwNQg6PuolLIsySeSXHSCIWuSPFhrveNpnuZdSXYkeXmtdVsp5b3pBP+tSd59CqcLAMAU5JCb/npLksNJ3nCC/WuSfPZEDy6lLEnysiTvr7VuS5Ja694kH07yxlM7VQAApiJB3193JnlFkqdOsH9NkutKKRtLKftKKZ8rpbxm3P4r0vk7vK/ncQ8kufaUzxYAgClH0PdRrfXhWuuRifaVUi5OsjLJ4iS3J/mNJHOS/FUp5abusMXd+w09Dx9OsryUMnuC5721ewLt2uHh4Wf7JQAA0GeCfuo6kuQ3k1xfa/0PtdZ3J3lpkseT/Fp3TOnej/Q8dn/3fkHvk9Za31NrXVNrXbNixYrTMG0AAM4kQT9F1Vo31VrfWWvdPm7b7iQfT+cwneS74V56Hj728azTOkkAAPpO0LdnJMnSUsqMJFu621b1jFnevd99xmYFAEBfCPopqpTy06WU2ybYdXWSXbXWQ+lce35fkht7xlyXZF+tdedpniYAAH0m6KeuRUl+ZfxvfS2lvDTJDyf5ZJLUWg8m+VSSW8ZOgO2+c//mJJ854zMGAOCME/RT1x1Jtie5t5Ty7lLKB9IJ+e1J3j5u3G1JVif5SCnl1Uk+ms4hOLef2ekCANAPgn6KqrXuSvLyJF9J8nNJXpfkY0muqrV+e9y4+5O8Nckrk9zdHfeOWuudZ3zSAACccUP9ngBJrXVDjr9STWqt65K8dhKP/1Ap5e4kNyRZV2tdf8onCQDAlCTop4la61PpvEMPAMBZxCE3AADQMEEPAAANE/QAANAwQQ8AAA0T9AAA0DBBDwAADRP0AADQMEEPAAANE/QAANAwQQ8AAA0T9AAA0DBBDwAADRP0AADQMEEPAAANE/QAANAwQQ8AAA0T9AAA0DBBDwAADRP0AADQMEEPAAANE/QAANAwQQ8AAA0T9AAA0DBBDwAADRP0AADQMEEPAAANE/QAANAwQQ8AAA0T9AAA0DBBDwAADRP0AADQMEEPAAANE/QAANAwQQ8AAA0T9AAA0DBBDwAADRP0AADQMEEPAAANE/QAANAwQQ8AAA0T9AAA0DBBDwAADRP0AADQMEEPAAANE/QAANAwQQ8AAA0T9AAA0DBBDwAADRP0AADQMEEPAAANE/QAANAwQQ8AAA0T9AAA0DBBDwAADRP0AADQMEEPAAANE/QAANAwQQ8AAA0T9AAA0DBBDwAADRP0U0ApZUUpZVMp5eYJ9t1cSllbShkppdxbSrn0exkDAMD0JOj7rJQyJ8mfJ7lwgn3XJ7knyawkb0tSk9xVSpn1TMYAADB9Cfo+KqUsS/LXSS47wZB3JdmR5OW11t9P8tokC5Pc+gzHAAAwTQn6/npLksNJ3tC7o5SyJMnLkry/1rotSWqte5N8OMkbJzsGAIDpTdD3151JXpHkqQn2XZHO3899PdsfSHLtMxhzjFLKrd3j7dcODw9/r/MGAGCKEPR9VGt9uNZ65AS7F3fvN/RsH06yvJQye5Jjej/ne2qta2qta1asWPG9TBsAgClE0E9dpXs/0rN9f/d+wSTHAAAwjQn6qWssykvP9rGPZ01yDAAA05ign7q2dO9X9Wxf3r3fPckxAABMY4J+6lqXZF+SG3u2X5dkX6115yTHAAAwjQn6KarWejDJp5LcMnZyayllRpI3J/nMZMcAADC9Cfqp7bYkq5N8pJTy6iQfTefwmtuf4RgAAKapoX5PgBOrtd5fSnlrkj9J55dPjSZ5R631zmcyBgCA6UvQTwG11g05/ko1Y/s+VEq5O8kNSdbVWtd/L2MAAJieBH0Daq1PJbn72Y4BAGD6cQw9AAA0TNADAEDDBD0AADRM0AMAQMMEPQAANEzQAwBAwwQ9AAA0TNADAEDDBD0AADRM0AMAQMMEPQAANEzQAwBAwwQ9AAA0TNADAEDDBD0AADRM0AMAQMMEPQAANEzQAwBAwwQ9AAA0TNADAEDDBD0AADRM0AMAQMMEPQAANEzQAwBAwwQ9AAA0TNADAEDDBD0AADRM0AMAQMMEPQAANEzQAwBAwwQ9AAA0TNADAEDDBD0AADRM0AMAQMMEPQAANEzQAwBAwwQ9AAA0TNADAEDDBD0AADRM0AMAQMMEPQAANEzQAwBAwwQ9AAA0TNADAEDDBD0AADRM0AMAQMMEPQAANEzQAwBAwwQ9AAA0TNADAEDDBD0AADRM0AMAQMMEPQAANEzQAwBAwwQ9AAA0TNADAEDDBD0AADRM0AMAQMMEPQAANEzQT2GllPNKKXWC25+OG3NzKWVtKWWklHJvKeXSfs4ZAIAza6jfE+BprUkymuSW7v2Y9UlSSrk+yT1J1iV5W5IfTXJXKeWaWuuBMzxXAAD6QNBPbWuSPFhrveME+9+VZEeSl9dat5VS3ptO7N+a5N1nZooAAPSTQ26mtjVJPjvRjlLKkiQvS/L+Wuu2JKm17k3y4SRvPGMzBACgrwT91LYmyXWllI2llH2llM+VUl7T3XdFOn9/9/U85oEk157JSQIA0D+CfooqpVycZGWSxUluT/IbSeYk+atSyk3d7Umyoeehw0mWl1Jmn+B5b+2eRLt2eHj41E8cAIAzStBPXUeS/GaS62ut/6HW+u4kL03yeJJfS1K640Z6Hre/e79goiettb6n1rqm1rpmxYoVp2HaAACcSYJ+iqq1bqq1vrPWun3ctt1JPp7kFfluuJeeh459POu0TxIAgL4T9O0ZSbI0ydbux6t69i/v3u8+YzMCAKBvBP0UVUr56VLKbRPsujrJriQPJtmX5Mae/dcl2Vdr3XmapwgAwBQg6KeuRUl+Zfxvfi2lvDTJDyf5ZK31YJJPJbll7ATYUsqMJG9O8pk+zBcAgD4Q9FPXHUm2J7m3lPLuUsoHknyyu+3t3TG3JVmd5COllFcn+Wg6h+DcfuanCwBAPwj6KarWuivJy5N8JcnPJXldko8luarW+u3umPuTvDXJK5Pc3R3zjlrrnX2ZNAAAZ9xQvyfAidVa1yV57UnGfKiUcneSG5Ksq7WuPyOTAwBgShD000Ct9al03qEHAOAs45AbAABomKAHAICGCXoAAGiYoAcAgIYJegAAaJigBwCAhgl6AABomKAHAICGCXoAAGiYoAcAgIYJegAAaJigBwCAhgl6AABomKAHAICGCXoAAGiYoAcAgIYJegAAaJigBwCAhgl6AABomKAHAICGCXoAAGiYoAcAgIYJegAAaJigBwCAhgl6AABomKAHAICGCXoAAGiYoAcAgIYJegAAaJigBwCAhgl6AABomKAHAICGCXoAAGiYoAcAgIYJegAAaJigBwCAhgl6AABomKAHAICGCXoAAGiYoAcAgIYJegAAaNhQvycAAJzcx761ud9T4BT5scvP6/cUmGa8Qw8AAA0T9AAA0DBBDwAADRP0AADQMEEPAAANE/QAANAwQQ8AAA0T9AAA0DBBDwAADRP0AADQMEEPAAANE/QAANAwQQ8AAA0T9AAA0DBBDwAADRvq9wSYnj72rc39ngIAwFnBO/QAANAwQQ8AAA0T9NNEKeXmUsraUspIKeXeUsql/Z4TAACnn6CfBkop1ye5J8msJG9LUpPcVUqZ1deJAQBw2gn66eFdSXYkeXmt9feTvDbJwiS39nFOAACcAYK+caWUJUleluT9tdZtSVJr3Zvkw0ne2M+5AQBw+gn69l2Rzt/jfT3bH0hy7ZmfDgAAZ5Lr0Ldvcfd+Q8/24STLSymza637xzaWUm7Ndw/F2VNK+dZpn2G7lifZ2u9JNM4anhrW8dmzhqeGdTw1Ttc6XnQanpMGCPr2le79SM/2sYhfMO7PqbW+J8l7zsC8mldKWVtrXdPvebTMGp4a1vHZs4anhnU8Nawjp5pDbto3FuulZ/vYx650AwAwjQn69m3p3q/q2b68e7/7DM4FAIAzTNC3b12SfUlu7Nl+XZJ9tdadZ35K04ZDk549a3hqWMdnzxqeGtbx1LCOnFKl1trvOfAslVI+ns7Vbq6tte4vpcxI8p0kX6+1vqavkwMA4LTyDv30cFuS1Uk+Ukp5dZKPpnMIzu19nRUAAKedd+iniVLKW5L8SZJ5SUaT/E6t9d/3d1YAAJxu3qGfJmqtH0rn+rOvTXK5mD+xUsqKUsqmUsrNPdsHSin/rrvvUCnl0VLKL0zw+JtLKWtLKSOllHtLKZeeqblPFSdawwnG3VpKOe5dA2vYMZl1LKW8upRSSyn/YoJ91jFP+296binlvaWUzaWUvaWUf7KOx5rM695k1udsXsPk5Ovo+wunm6CfRmqtT9Va7661ru/3XKaqUsqcJH+e5MIJdv9W9/bpJL+YzgnHf1xK+Ylxj78+yT3pXA70bUlqkrtKKWfN5UFPsobjx52bzuFgvdvP+jVMJreOpZS5Sf44yd/UWv+8Z591zEnX8Q+SvCHJ7yX59XR+kc9HSimvH/f4s30dfytP87o3mfWxhklO/v3jZPutI89OrdXN7ay4JVmW5LNJHkvnhfLmcftWpHNN/18dt212OpcFvWfctr/rblva/Xheks1J/nW/v75+r+EEY/9rOod/1Z7tZ/UaPpN1TPIfkxxMcsUE+6zj0/+bnpHkQJKfHbdtIJ0LBnzYOk7udW8y63M2r+Fk1tH3F7czcfMOPWeTtyQ5nM47dr3mJfntJH80tqHWuj/J+nRejFNKWZLkZUneX2vd1h2zN8mHk7zxtM586ni6NTyq+w7ojyd5X892a9hx0nUspVyT5N8k+b1a64M9+6xjx9Ot49IkMzPut2jXWke74w8k1jEned2bzPpYwyQn//7h+wunnaDnbHJnklckeap3R611Q631d2uth8e2dS//eXWSr3c3XZHOv5n7eh7+QJJrT8uMp54TruGYUsqCdA4TuT3Hr5U17HjadSyllHSuU70nyX2llNeWUpaNG2IdO57u3/QT6fzb/c1SyuWllAWllP89yWVJ/qI77Kxex0m87k1mfc7qNUxOvo6+v3AmCHrOGrXWh2utR57BQ34+ycIkd3Q/Xty939AzbjjJ8lLK7Gc1wQZMcg3fmc7hD//HBPsWd+839Gw/a9YwmdQ6/kySF6ezXu9L51K0G0spP9Xdv7h7v6HncdbxWD+SzmE530yyK8nvpnPYw8e7+xd37zf0PO6sWsce41/3Fne3begZM359JjPmbNT7/eNk+xd37zf0jDvb15FJEvQwgVLK8nROYPrbWuunxzZ370d6hu/v3i84A1Ob0kopL0nnhK//pda6e6Ih3XtreALdd+f/rySHkryu1roiycokf5nk/y2lXBfrOFn/W5Lzk/z3JB9MsiPJ/1lKuaG73zqOM8Hr3mTWxxr2OMH3j5Ptt448K4IeJnZ7Osc93jpu29gLa+kZO/bxWX0lgu6PkN+b5L/UWu8+wTBreHKXJ3lukjtqrXclSfc/R7+Qzmv2T8Y6nlQp5fuS/GqSn6y1/kit9WeSPD/J3iTv7w6zjsfqfd2bzPpYw+NN9P3jZPutI8+KoIcepZRbk7wpyS/XYy8BuqV7v6rnIcu79xO9I302+bfprM3vlFKWd9+Fmp903pEqpSyKNZyMpd37z4zfWGvdlc6P3y+IdZyMm5Nsq7V+ZGxDrfXJdA5xuLJ7EqJ17DrB695k1scajvM03z9Ott868qwIehinlPLiJH+Y5H211g/07F6XZF+SG3u2X5dkX6115+mf4ZT2qiSL0jleebh7e3d333A6h4xYw5Pb3L0/5hdylVKG0on94VjHyShJhrqHMI03t3s/FOuY5Glf9yazPtaw6yTfP3x/4bQS9NBVSlmd5BNJvpbkl3r311oPJvlUklvGTlDqHmby5vS8m3qW+vUkP9Rze1d33w8l+XVreHK11oeTbEzyEz27fiadCP0b6zgpG9M56fB1YxtKKeens46PJdlqHZ/+dW8y62MNO072/cP3F063oX5PAKaQD6ZzTeDfS/Km8W/s1Vo/1P3jbelcVuwjpZTb0zkBdFWSXz6zU516aq1f7N1WSrmwu2/8iWHW8OR+M8kHSyl3JrkrnWO/fzHJP6YTBYl1PJl7kmxK8pellM+lc+35F6fzDv2ttdaxn4Cc7et4ste9yazP2b6GycnX0fcXTq/T/Zur3Nym2i3JxTn+t0ou626b8Nbz+Lekc33wmuRIkt/u99c0FdbwBON+tnf9rOHk1jHJ65Pcm2Rnkq1J/izJSus4+XVM5+Ti/5bOdeoPJXk4ncupFus4+de9yazP2bqGk1lH31/czsSt1HrMYZrAJHR/yc8NSdbVCU584uSs4alhHU8N6/j0JrM+1vDUsI58LwQ9AAA0zEmxAADQMEEPAAANE/QAANAwQQ8AAA0T9AAA0DBBDwAADfv/Abbk2QQFVjYAAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "co = ['女800米跑', '女跳远']\n",
    "for c in co:\n",
    "    plt.figure(figsize=(9,9))\n",
    "    plt.rcParams['font.family'] = 'Kaiti' # 全局设置\n",
    "    plt.rcParams['font.size'] = 18\n",
    "    # count是统计次数；bins范围\n",
    "    cond = girl_data[c] > 0\n",
    "    if c == '女800米跑':\n",
    "        cond = (girl_data[c] <= 10) & (girl_data[c] > 0)\n",
    "    _ = plt.hist(girl_data[cond][c], bins = 4,color = 'lightblue')# 其实就是条形图\n",
    "    _ = plt.title(label='                                女800米跑                            ',\n",
    "            weight='bold', color='white', backgroundcolor='#c5b783',pad=30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "5aa7b2f2",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "boy_bmi = boy_data[boy_data['BMI'] > 0]['BMI']\n",
    "girl_bmi = girl_data[girl_data['BMI'] > 0]['BMI']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "6df7126b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "normal        355\n",
       "overweight     58\n",
       "fat            38\n",
       "Low weight     15\n",
       "Name: BMI, dtype: int64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "normal        449\n",
       "overweight     82\n",
       "fat            44\n",
       "Low weight     11\n",
       "Name: BMI, dtype: int64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def boy_convert(x):\n",
    "    if x >= 26.4:\n",
    "        flag = 'fat'\n",
    "    elif x>= 23.3:\n",
    "        flag = 'overweight'\n",
    "    elif x >= 16.5:\n",
    "        flag = 'normal'\n",
    "    else :\n",
    "        flag = 'Low weight'\n",
    "    return flag\n",
    "\n",
    "def girl_convert(x):\n",
    "    if x >= 25.3:\n",
    "        flag = 'fat'\n",
    "    elif x>= 22.8:\n",
    "        flag = 'overweight'\n",
    "    elif x >= 16.5:\n",
    "        flag = 'normal'\n",
    "    else :\n",
    "        flag = 'Low weight'\n",
    "    return flag\n",
    "boy_bmi = boy_bmi.map(boy_convert).value_counts()\n",
    "girl_bmi = girl_bmi.map(girl_convert).value_counts()\n",
    "display(boy_bmi,girl_bmi)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "04db71d1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9,9))\n",
    "colors = ['#4169E1', '#32CD32', '#FF8C00', '#FF0000']\n",
    "\n",
    "plt.pie(boy_bmi,radius=1,\n",
    "        autopct='%0.2f%%',\n",
    "        colors=colors,\n",
    "        pctdistance=0.85,\n",
    "        labels = ['正常','超重','肥胖','低体重'],\n",
    "        wedgeprops={'linewidth':5,# 间隔的宽度\n",
    "                    'width':0.3, # 饼图的宽度\n",
    "                    'edgecolor':'white'},# 间隔的颜色\n",
    "        textprops={'family':'Kaiti','fontsize':18})\n",
    "\n",
    "_ = plt.pie(girl_bmi,\n",
    "        radius=0.7,\n",
    "        autopct='%0.2f%%',\n",
    "        colors=colors,\n",
    "        pctdistance=0.55,\n",
    "        wedgeprops={'linewidth':5,# 间隔的宽度\n",
    "                    'width':0.7, # 饼图的宽度\n",
    "                    'edgecolor':'white'})# 间隔的颜色\n",
    "\n",
    "plt.rcParams['font.family'] = 'Kaiti' # 全局设置\n",
    "plt.rcParams['font.size'] = 18\n",
    "plt.legend(['正常','超重','肥胖','低体重'],title = '外层：男，内层：女',prop = 'Kaiti')\n",
    "_ = plt.title(label='                                男女生体重指数进行比例统计                            ',\n",
    "         fontsize=18, weight='bold', color='white', backgroundcolor='#c5b783',pad=30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b064b243",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
